Profiling Report

Dataset statistics

Number of variables	37
Number of observations	5767
Missing cells	22370
Missing cells (%)	10.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	296.0 B

Variable types

Numeric	25
Categorical	12

Alerts

`consol` has constant value ""	Constant
`popsrc` has constant value ""	Constant
`datafmt` has constant value ""	Constant
`curcd` has constant value ""	Constant
`costat` has constant value ""	Constant
`datadate` has a high cardinality: 121 distinct values	High cardinality
`tic` has a high cardinality: 498 distinct values	High cardinality
`cusip` has a high cardinality: 498 distinct values	High cardinality
`conm` has a high cardinality: 498 distinct values	High cardinality
`ipodate` has a high cardinality: 204 distinct values	High cardinality
`Unnamed: 0` is highly overall correlated with `gvkey` and 1 other fields	High correlation
`gvkey` is highly overall correlated with `Unnamed: 0` and 1 other fields	High correlation
`act` is highly overall correlated with `at` and 14 other fields	High correlation
`at` is highly overall correlated with `act` and 13 other fields	High correlation
`bkvlps` is highly overall correlated with `ceql` and 3 other fields	High correlation
`capx` is highly overall correlated with `act` and 13 other fields	High correlation
`ceql` is highly overall correlated with `act` and 14 other fields	High correlation
`csho` is highly overall correlated with `act` and 14 other fields	High correlation
`dltt` is highly overall correlated with `act` and 12 other fields	High correlation
`dt` is highly overall correlated with `act` and 14 other fields	High correlation
`emp` is highly overall correlated with `act` and 10 other fields	High correlation
`lct` is highly overall correlated with `act` and 13 other fields	High correlation
`lt` is highly overall correlated with `act` and 13 other fields	High correlation
`ni` is highly overall correlated with `act` and 13 other fields	High correlation
`ppegt` is highly overall correlated with `act` and 13 other fields	High correlation
`pstkl` is highly overall correlated with `indfmt`	High correlation
`seq` is highly overall correlated with `act` and 13 other fields	High correlation
`xad` is highly overall correlated with `act` and 14 other fields	High correlation
`xrd` is highly overall correlated with `act` and 1 other fields	High correlation
`cik` is highly overall correlated with `Unnamed: 0` and 1 other fields	High correlation
`mkvalt` is highly overall correlated with `act` and 14 other fields	High correlation
`gsector` is highly overall correlated with `indfmt`	High correlation
`indfmt` is highly overall correlated with `bkvlps` and 9 other fields	High correlation
`size_category` is highly overall correlated with `bkvlps` and 1 other fields	High correlation
`act` has 1614 (28.0%) missing values	Missing
`bkvlps` has 955 (16.6%) missing values	Missing
`capx` has 918 (15.9%) missing values	Missing
`ceql` has 909 (15.8%) missing values	Missing
`csho` has 954 (16.5%) missing values	Missing
`dt` has 1433 (24.8%) missing values	Missing
`emp` has 80 (1.4%) missing values	Missing
`lct` has 1611 (27.9%) missing values	Missing
`ni` has 910 (15.8%) missing values	Missing
`ppegt` has 756 (13.1%) missing values	Missing
`pstkl` has 917 (15.9%) missing values	Missing
`xad` has 3605 (62.5%) missing values	Missing
`xrd` has 2938 (50.9%) missing values	Missing
`mkvalt` has 689 (11.9%) missing values	Missing
`ipodate` has 3232 (56.0%) missing values	Missing
`size_category` has 689 (11.9%) missing values	Missing
`bkvlps` is highly skewed (γ1 = 47.36237195)	Skewed
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`capx` has 309 (5.4%) zeros	Zeros
`dltt` has 283 (4.9%) zeros	Zeros
`dt` has 237 (4.1%) zeros	Zeros
`ppegt` has 223 (3.9%) zeros	Zeros
`pstkl` has 4147 (71.9%) zeros	Zeros
`xrd` has 651 (11.3%) zeros	Zeros

Reproduction

Analysis started	2023-05-08 04:18:01.614352
Analysis finished	2023-05-08 04:19:03.259307
Duration	1 minute and 1.64 second
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

HIGH CORRELATION UNIFORM UNIQUE

Distinct	5767
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2883

Minimum	0
Maximum	5766
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0
5-th percentile	288.3
Q1	1441.5
median	2883
Q3	4324.5
95-th percentile	5477.7
Maximum	5766
Range	5766
Interquartile range (IQR)	2883

Descriptive statistics

Standard deviation	1664.9338
Coefficient of variation (CV)	0.57750046
Kurtosis	-1.2
Mean	2883
Median Absolute Deviation (MAD)	1442
Skewness	0
Sum	16626261
Variance	2772004.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
3852	1	< 0.1%
3850	1	< 0.1%
3849	1	< 0.1%
3848	1	< 0.1%
3847	1	< 0.1%
3846	1	< 0.1%
3845	1	< 0.1%
3844	1	< 0.1%
3843	1	< 0.1%
Other values (5757)	5757	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
5766	1	< 0.1%
5765	1	< 0.1%
5764	1	< 0.1%
5763	1	< 0.1%
5762	1	< 0.1%
5761	1	< 0.1%
5760	1	< 0.1%
5759	1	< 0.1%
5758	1	< 0.1%
5757	1	< 0.1%

gvkey
Real number (ℝ)

Distinct	498
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47505.344

Minimum	1045
Maximum	316056
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	1045
5-th percentile	2019
Q1	6375
median	13714
Q3	64410
95-th percentile	177267
Maximum	316056
Range	315011
Interquartile range (IQR)	58035

Descriptive statistics

Standard deviation	62000.425
Coefficient of variation (CV)	1.3051253
Kurtosis	0.81636136
Mean	47505.344
Median Absolute Deviation (MAD)	10746
Skewness	1.4040962
Sum	2.7396332 × 10⁸
Variance	3.8440528 × 10⁹
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10903	20	0.3%
4640	20	0.3%
5786	20	0.3%
10035	20	0.3%
10096	20	0.3%
133768	20	0.3%
5543	20	0.3%
28034	20	0.3%
27914	20	0.3%
10614	20	0.3%
Other values (488)	5567	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1045	10	0.2%
1075	10	0.2%
1078	10	0.2%
1161	10	0.2%
1209	10	0.2%
1230	10	0.2%
1300	10	0.2%
1327	10	0.2%
1380	10	0.2%
1440	10	0.2%

Value	Count	Frequency (%)
316056	9	0.2%
294524	10	0.2%
260774	20	0.3%
189491	10	0.2%
187697	10	0.2%
187450	10	0.2%
186989	10	0.2%
186310	10	0.2%
185532	10	0.2%
184996	10	0.2%

datadate
Categorical

Distinct	121
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

12/31/19	472
12/31/18	471
12/31/17	470
12/31/16	468
12/31/15	465
Other values (116)	3421

Length

Max length	8
Median length	8
Mean length	7.8226114
Min length	7

Characters and Unicode

Total characters	45113
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	12/31/10
2nd row	12/31/11
3rd row	12/31/12
4th row	12/31/13
5th row	12/31/14

Common Values

Value	Count	Frequency (%)
12/31/19	472	8.2%
12/31/18	471	8.2%
12/31/17	470	8.1%
12/31/16	468	8.1%
12/31/15	465	8.1%
12/31/14	460	8.0%
12/31/13	456	7.9%
12/31/12	445	7.7%
12/31/11	439	7.6%
12/31/10	436	7.6%
Other values (111)	1185	20.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
12/31/19	472	8.2%
12/31/18	471	8.2%
12/31/17	470	8.1%
12/31/16	468	8.1%
12/31/15	465	8.1%
12/31/14	460	8.0%
12/31/13	456	7.9%
12/31/12	445	7.7%
12/31/11	439	7.6%
12/31/10	436	7.6%
Other values (111)	1185	20.5%

Most occurring characters

Value	Count	Frequency (%)
1	16421	36.4%
/	11534	25.6%
3	6409	14.2%
2	5207	11.5%
0	1274	2.8%
9	870	1.9%
6	807	1.8%
5	681	1.5%
8	663	1.5%
7	625	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	33579	74.4%
Other Punctuation	11534	25.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	16421	48.9%
3	6409	19.1%
2	5207	15.5%
0	1274	3.8%
9	870	2.6%
6	807	2.4%
5	681	2.0%
8	663	2.0%
7	625	1.9%
4	622	1.9%

Other Punctuation

Value	Count	Frequency (%)
/	11534	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	45113	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	16421	36.4%
/	11534	25.6%
3	6409	14.2%
2	5207	11.5%
0	1274	2.8%
9	870	1.9%
6	807	1.8%
5	681	1.5%
8	663	1.5%
7	625	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45113	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	16421	36.4%
/	11534	25.6%
3	6409	14.2%
2	5207	11.5%
0	1274	2.8%
9	870	1.9%
6	807	1.8%
5	681	1.5%
8	663	1.5%
7	625	1.4%

fyear
Real number (ℝ)

Distinct	11
Distinct (%)	0.2%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2014.4969

Minimum	2009
Maximum	2019
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	2009
5-th percentile	2010
Q1	2012
median	2015
Q3	2017
95-th percentile	2019
Maximum	2019
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8835058
Coefficient of variation (CV)	0.0014313777
Kurtosis	-1.1987309
Mean	2014.4969
Median Absolute Deviation (MAD)	2
Skewness	-0.029503098
Sum	11607531
Variance	8.3146058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2017	585	10.1%
2018	585	10.1%
2016	584	10.1%
2015	582	10.1%
2014	576	10.0%
2013	572	9.9%
2012	564	9.8%
2019	562	9.7%
2011	557	9.7%
2010	554	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2009	41	0.7%
2010	554	9.6%
2011	557	9.7%
2012	564	9.8%
2013	572	9.9%
2014	576	10.0%
2015	582	10.1%
2016	584	10.1%
2017	585	10.1%
2018	585	10.1%

Value	Count	Frequency (%)
2019	562	9.7%
2018	585	10.1%
2017	585	10.1%
2016	584	10.1%
2015	582	10.1%
2014	576	10.0%
2013	572	9.9%
2012	564	9.8%
2011	557	9.7%
2010	554	9.6%

indfmt
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

INDL	4887
FS	880

Length

Max length	4
Median length	4
Mean length	3.6948153
Min length	2

Characters and Unicode

Total characters	21308
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INDL
2nd row	INDL
3rd row	INDL
4th row	INDL
5th row	INDL

Common Values

Value	Count	Frequency (%)
INDL	4887	84.7%
FS	880	15.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
indl	4887	84.7%
fs	880	15.3%

Most occurring characters

Value	Count	Frequency (%)
I	4887	22.9%
N	4887	22.9%
D	4887	22.9%
L	4887	22.9%
F	880	4.1%
S	880	4.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	21308	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	4887	22.9%
N	4887	22.9%
D	4887	22.9%
L	4887	22.9%
F	880	4.1%
S	880	4.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	21308	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	4887	22.9%
N	4887	22.9%
D	4887	22.9%
L	4887	22.9%
F	880	4.1%
S	880	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21308	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	4887	22.9%
N	4887	22.9%
D	4887	22.9%
L	4887	22.9%
F	880	4.1%
S	880	4.1%

consol
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

C	5767

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5767
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C
2nd row	C
3rd row	C
4th row	C
5th row	C

Common Values

Value	Count	Frequency (%)
C	5767	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
c	5767	100.0%

Most occurring characters

Value	Count	Frequency (%)
C	5767	100.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5767	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	5767	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5767	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	5767	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5767	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	5767	100.0%

popsrc
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

D	5767

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5767
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	D
2nd row	D
3rd row	D
4th row	D
5th row	D

Common Values

Value	Count	Frequency (%)
D	5767	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
d	5767	100.0%

Most occurring characters

Value	Count	Frequency (%)
D	5767	100.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5767	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
D	5767	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5767	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
D	5767	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5767	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
D	5767	100.0%

datafmt
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

STD	5767

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	17301
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	STD
2nd row	STD
3rd row	STD
4th row	STD
5th row	STD

Common Values

Value	Count	Frequency (%)
STD	5767	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
std	5767	100.0%

Most occurring characters

Value	Count	Frequency (%)
S	5767	33.3%
T	5767	33.3%
D	5767	33.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	17301	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	5767	33.3%
T	5767	33.3%
D	5767	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	17301	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	5767	33.3%
T	5767	33.3%
D	5767	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17301	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	5767	33.3%
T	5767	33.3%
D	5767	33.3%

tic
Categorical

Distinct	498
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

UNH	20
FITB	20
HBAN	20
STT	20
PSA	20
Other values (493)	5667

Length

Max length	5
Median length	3
Mean length	3.1288365
Min length	1

Characters and Unicode

Total characters	18044
Distinct characters	27
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	AAL
2nd row	AAL
3rd row	AAL
4th row	AAL
5th row	AAL

Common Values

Value	Count	Frequency (%)
UNH	20	0.3%
FITB	20	0.3%
HBAN	20	0.3%
STT	20	0.3%
PSA	20	0.3%
MET	20	0.3%
WELL	20	0.3%
CB	20	0.3%
HUM	20	0.3%
GL	20	0.3%
Other values (488)	5567	96.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
unh	20	0.3%
key	20	0.3%
jpm	20	0.3%
brk.b	20	0.3%
tfc	20	0.3%
peak	20	0.3%
cboe	20	0.3%
dfs	20	0.3%
wfc	20	0.3%
exr	20	0.3%
Other values (488)	5567	96.5%

Most occurring characters

Value	Count	Frequency (%)
A	1311	7.3%
C	1308	7.2%
T	1125	6.2%
M	1062	5.9%
S	1062	5.9%
R	1060	5.9%
L	964	5.3%
E	946	5.2%
P	920	5.1%
N	870	4.8%
Other values (17)	7416	41.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	18014	99.8%
Other Punctuation	30	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1311	7.3%
C	1308	7.3%
T	1125	6.2%
M	1062	5.9%
S	1062	5.9%
R	1060	5.9%
L	964	5.4%
E	946	5.3%
P	920	5.1%
N	870	4.8%
Other values (16)	7386	41.0%

Other Punctuation

Value	Count	Frequency (%)
.	30	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	18014	99.8%
Common	30	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1311	7.3%
C	1308	7.3%
T	1125	6.2%
M	1062	5.9%
S	1062	5.9%
R	1060	5.9%
L	964	5.4%
E	946	5.3%
P	920	5.1%
N	870	4.8%
Other values (16)	7386	41.0%

Common

Value	Count	Frequency (%)
.	30	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18044	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1311	7.3%
C	1308	7.2%
T	1125	6.2%
M	1062	5.9%
S	1062	5.9%
R	1060	5.9%
L	964	5.3%
E	946	5.2%
P	920	5.1%
N	870	4.8%
Other values (17)	7416	41.1%

cusip
Categorical

Distinct	498
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

91324P102	20
316773100	20
446150104	20
857477103	20
74460D109	20
Other values (493)	5667

Length

Max length	9
Median length	9
Mean length	8.8976938
Min length	7

Characters and Unicode

Total characters	51313
Distinct characters	35
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	02376R102
2nd row	02376R102
3rd row	02376R102
4th row	02376R102
5th row	02376R102

Common Values

Value	Count	Frequency (%)
91324P102	20	0.3%
316773100	20	0.3%
446150104	20	0.3%
857477103	20	0.3%
74460D109	20	0.3%
59156R108	20	0.3%
95040Q104	20	0.3%
H1467J104	20	0.3%
444859102	20	0.3%
3.80E+106	20	0.3%
Other values (488)	5567	96.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
91324p102	20	0.3%
493267108	20	0.3%
46625h100	20	0.3%
84670702	20	0.3%
89832q109	20	0.3%
42250p103	20	0.3%
12503m108	20	0.3%
254709108	20	0.3%
949746101	20	0.3%
30225t102	20	0.3%
Other values (488)	5567	96.5%

Most occurring characters

Value	Count	Frequency (%)
0	9435	18.4%
1	9373	18.3%
4	4297	8.4%
2	3945	7.7%
3	3885	7.6%
5	3863	7.5%
6	3727	7.3%
7	3360	6.5%
8	3309	6.4%
9	3203	6.2%
Other values (25)	2916	5.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	48397	94.3%
Uppercase Letter	2694	5.3%
Other Punctuation	111	0.2%
Math Symbol	111	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
G	348	12.9%
L	191	7.1%
R	170	6.3%
C	162	6.0%
P	160	5.9%
E	151	5.6%
T	150	5.6%
V	145	5.4%
H	140	5.2%
X	131	4.9%
Other values (13)	946	35.1%

Decimal Number

Value	Count	Frequency (%)
0	9435	19.5%
1	9373	19.4%
4	4297	8.9%
2	3945	8.2%
3	3885	8.0%
5	3863	8.0%
6	3727	7.7%
7	3360	6.9%
8	3309	6.8%
9	3203	6.6%

Other Punctuation

Value	Count	Frequency (%)
.	111	100.0%

Math Symbol

Value	Count	Frequency (%)
+	111	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	48619	94.7%
Latin	2694	5.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
G	348	12.9%
L	191	7.1%
R	170	6.3%
C	162	6.0%
P	160	5.9%
E	151	5.6%
T	150	5.6%
V	145	5.4%
H	140	5.2%
X	131	4.9%
Other values (13)	946	35.1%

Common

Value	Count	Frequency (%)
0	9435	19.4%
1	9373	19.3%
4	4297	8.8%
2	3945	8.1%
3	3885	8.0%
5	3863	7.9%
6	3727	7.7%
7	3360	6.9%
8	3309	6.8%
9	3203	6.6%
Other values (2)	222	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	51313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9435	18.4%
1	9373	18.3%
4	4297	8.4%
2	3945	7.7%
3	3885	7.6%
5	3863	7.5%
6	3727	7.3%
7	3360	6.5%
8	3309	6.4%
9	3203	6.2%
Other values (25)	2916	5.7%

conm
Categorical

Distinct	498
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

UNITEDHEALTH GROUP INC	20
FIFTH THIRD BANCORP	20
HUNTINGTON BANCSHARES	20
STATE STREET CORP	20
PUBLIC STORAGE	20
Other values (493)	5667

Length

Max length	28
Median length	20
Mean length	17.441998
Min length	5

Characters and Unicode

Total characters	100588
Distinct characters	37
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	AMERICAN AIRLINES GROUP INC
2nd row	AMERICAN AIRLINES GROUP INC
3rd row	AMERICAN AIRLINES GROUP INC
4th row	AMERICAN AIRLINES GROUP INC
5th row	AMERICAN AIRLINES GROUP INC

Common Values

Value	Count	Frequency (%)
UNITEDHEALTH GROUP INC	20	0.3%
FIFTH THIRD BANCORP	20	0.3%
HUNTINGTON BANCSHARES	20	0.3%
STATE STREET CORP	20	0.3%
PUBLIC STORAGE	20	0.3%
METLIFE INC	20	0.3%
WELLTOWER INC	20	0.3%
CHUBB LTD	20	0.3%
HUMANA INC	20	0.3%
GLOBE LIFE INC	20	0.3%
Other values (488)	5567	96.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
inc	2903	17.7%
corp	1304	8.0%
co	502	3.1%
group	346	2.1%
financial	261	1.6%
	253	1.5%
energy	180	1.1%
plc	154	0.9%
technologies	125	0.8%
holdings	124	0.8%
Other values (703)	10230	62.4%

Most occurring characters

Value	Count	Frequency (%)
	10645	10.6%
C	8794	8.7%
N	8772	8.7%
I	8253	8.2%
E	7793	7.7%
R	7347	7.3%
O	7284	7.2%
A	6431	6.4%
T	5010	5.0%
S	4863	4.8%
Other values (27)	25396	25.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	88901	88.4%
Space Separator	10645	10.6%
Other Punctuation	414	0.4%
Dash Punctuation	216	0.2%
Open Punctuation	181	0.2%
Close Punctuation	181	0.2%
Decimal Number	50	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	8794	9.9%
N	8772	9.9%
I	8253	9.3%
E	7793	8.8%
R	7347	8.3%
O	7284	8.2%
A	6431	7.2%
T	5010	5.6%
S	4863	5.5%
L	4478	5.0%
Other values (16)	19876	22.4%

Other Punctuation

Value	Count	Frequency (%)
&	283	68.4%
'	51	12.3%
.	50	12.1%
/	30	7.2%

Decimal Number

Value	Count	Frequency (%)
6	20	40.0%
3	20	40.0%
5	10	20.0%

Space Separator

Value	Count	Frequency (%)
	10645	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	216	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	181	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	181	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	88901	88.4%
Common	11687	11.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	8794	9.9%
N	8772	9.9%
I	8253	9.3%
E	7793	8.8%
R	7347	8.3%
O	7284	8.2%
A	6431	7.2%
T	5010	5.6%
S	4863	5.5%
L	4478	5.0%
Other values (16)	19876	22.4%

Common

Value	Count	Frequency (%)
	10645	91.1%
&	283	2.4%
-	216	1.8%
(	181	1.5%
)	181	1.5%
'	51	0.4%
.	50	0.4%
/	30	0.3%
6	20	0.2%
3	20	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	100588	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	10645	10.6%
C	8794	8.7%
N	8772	8.7%
I	8253	8.2%
E	7793	7.7%
R	7347	7.3%
O	7284	7.2%
A	6431	6.4%
T	5010	5.0%
S	4863	4.8%
Other values (27)	25396	25.2%

curcd
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	5
Missing (%)	0.1%
Memory size	45.2 KiB

USD	5762

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	17286
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	USD
2nd row	USD
3rd row	USD
4th row	USD
5th row	USD

Common Values

Value	Count	Frequency (%)
USD	5762	99.9%
(Missing)	5	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
usd	5762	100.0%

Most occurring characters

Value	Count	Frequency (%)
U	5762	33.3%
S	5762	33.3%
D	5762	33.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	17286	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
U	5762	33.3%
S	5762	33.3%
D	5762	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	17286	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
U	5762	33.3%
S	5762	33.3%
D	5762	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17286	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
U	5762	33.3%
S	5762	33.3%
D	5762	33.3%

fyr
Real number (ℝ)

Distinct	12
Distinct (%)	0.2%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.818292

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	12
median	12
Q3	12
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.7145244
Coefficient of variation (CV)	0.25091987
Kurtosis	4.6402059
Mean	10.818292
Median Absolute Deviation (MAD)	0
Skewness	-2.3753362
Sum	62335
Variance	7.3686429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
12	4577	79.4%
9	278	4.8%
6	222	3.8%
1	168	2.9%
10	115	2.0%
5	98	1.7%
3	90	1.6%
8	60	1.0%
11	47	0.8%
4	44	0.8%
Other values (2)	63	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	168	2.9%
2	23	0.4%
3	90	1.6%
4	44	0.8%
5	98	1.7%
6	222	3.8%
7	40	0.7%
8	60	1.0%
9	278	4.8%
10	115	2.0%

Value	Count	Frequency (%)
12	4577	79.4%
11	47	0.8%
10	115	2.0%
9	278	4.8%
8	60	1.0%
7	40	0.7%
6	222	3.8%
5	98	1.7%
4	44	0.8%
3	90	1.6%

act
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3935
Distinct (%)	94.8%
Missing	1614
Missing (%)	28.0%
Infinite	0
Infinite (%)	0.0%
Mean	8652.3032

Minimum	25.037
Maximum	175552
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	25.037
5-th percentile	501.0752
Q1	1606
median	3432.828
Q3	8677
95-th percentile	36251.52
Maximum	175552
Range	175526.96
Interquartile range (IQR)	7071

Descriptive statistics

Standard deviation	14977.409
Coefficient of variation (CV)	1.7310314
Kurtosis	28.422244
Mean	8652.3032
Median Absolute Deviation (MAD)	2360.624
Skewness	4.4586764
Sum	35933015
Variance	2.2432277 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10997	3	0.1%
8734	3	0.1%
15823	3	0.1%
19023	3	0.1%
6370	3	0.1%
1527	3	0.1%
6856	2	< 0.1%
3557	2	< 0.1%
7828	2	< 0.1%
67979	2	< 0.1%
Other values (3925)	4127	71.6%
(Missing)	1614	28.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.037	1	< 0.1%
30.933	1	< 0.1%
44.173	1	< 0.1%
47.492	1	< 0.1%
50.275	1	< 0.1%
52.956	1	< 0.1%
61.968	1	< 0.1%
66.025	1	< 0.1%
69.273	1	< 0.1%
76.785	1	< 0.1%

Value	Count	Frequency (%)
175552	1	< 0.1%
169662	1	< 0.1%
162819	1	< 0.1%
159851	1	< 0.1%
152578	1	< 0.1%
139660	1	< 0.1%
135676	1	< 0.1%
131339	1	< 0.1%
128645	1	< 0.1%
124712	1	< 0.1%

at
Real number (ℝ)

Distinct	4833
Distinct (%)	84.2%
Missing	28
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	85450.629

Minimum	49.086
Maximum	2687379
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	49.086
5-th percentile	1713.3258
Q1	6465.778
median	18006.995
Q3	50915.443
95-th percentile	322044
Maximum	2687379
Range	2687329.9
Interquartile range (IQR)	44449.665

Descriptive statistics

Standard deviation	266791.93
Coefficient of variation (CV)	3.1221763
Kurtosis	46.306152
Mean	85450.629
Median Absolute Deviation (MAD)	13820.005
Skewness	6.4306149
Sum	4.9040116 × 10⁸
Variance	7.1177933 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17708	3	0.1%
5838	3	0.1%
72574	3	0.1%
20386	3	0.1%
9132	3	0.1%
121347	3	0.1%
6225	3	0.1%
10285.728	2	< 0.1%
9663.63	2	< 0.1%
35046.1	2	< 0.1%
Other values (4823)	5712	99.0%
(Missing)	28	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
49.086	1	< 0.1%
51.369	1	< 0.1%
59.504	1	< 0.1%
74.998	1	< 0.1%
77.164	1	< 0.1%
106	1	< 0.1%
106.159	1	< 0.1%
106.242	1	< 0.1%
108.746	1	< 0.1%
116.669	1	< 0.1%

Value	Count	Frequency (%)
2687379	2	< 0.1%
2622532	2	< 0.1%
2573126	2	< 0.1%
2533600	2	< 0.1%
2490972	2	< 0.1%
2434079	2	< 0.1%
2415689	2	< 0.1%
2359141	2	< 0.1%
2354507	2	< 0.1%
2351698	2	< 0.1%

bkvlps
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	4795
Distinct (%)	99.6%
Missing	955
Missing (%)	16.6%
Infinite	0
Infinite (%)	0.0%
Mean	7929.4908

Minimum	-125.6877
Maximum	16297416
Zeros	0
Zeros (%)	0.0%
Negative	182
Negative (%)	3.2%
Memory size	45.2 KiB

Quantile statistics

Minimum	-125.6877
5-th percentile	1.519805
Q1	9.953625
median	18.384
Q3	32.573475
95-th percentile	72.674025
Maximum	16297416
Range	16297542
Interquartile range (IQR)	22.61985

Descriptive statistics

Standard deviation	327827.78
Coefficient of variation (CV)	41.342855
Kurtosis	2288.1667
Mean	7929.4908
Median Absolute Deviation (MAD)	10.1635
Skewness	47.362372
Sum	38156710
Variance	1.0747106 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.4568	2	< 0.1%
5.4405	2	< 0.1%
21.4275	2	< 0.1%
19.8094	2	< 0.1%
32.4421	2	< 0.1%
13.8905	2	< 0.1%
10.3063	2	< 0.1%
7.7707	2	< 0.1%
60.1364	2	< 0.1%
10.9857	2	< 0.1%
Other values (4785)	4792	83.1%
(Missing)	955	16.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-125.6877	1	< 0.1%
-87.732	1	< 0.1%
-74.1842	1	< 0.1%
-71.2976	1	< 0.1%
-70.1814	1	< 0.1%
-63.7648	1	< 0.1%
-61.3894	1	< 0.1%
-59.0613	1	< 0.1%
-56.826	1	< 0.1%
-55.494	1	< 0.1%

Value	Count	Frequency (%)
16297416	1	< 0.1%
15437843	1	< 0.1%
2455471	1	< 0.1%
1956293	1	< 0.1%
1885901	1	< 0.1%
644.4382	1	< 0.1%
505.4673	1	< 0.1%
434.9748	1	< 0.1%
353.2199	1	< 0.1%
325.8986	1	< 0.1%

capx
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	3888
Distinct (%)	80.2%
Missing	918
Missing (%)	15.9%
Infinite	0
Infinite (%)	0.0%
Mean	1241.3741

Minimum	0
Maximum	37985
Zeros	309
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	83.435
median	280.873
Q3	1113
95-th percentile	5164.8
Maximum	37985
Range	37985
Interquartile range (IQR)	1029.565

Descriptive statistics

Standard deviation	2924.7561
Coefficient of variation (CV)	2.3560635
Kurtosis	44.020255
Mean	1241.3741
Median Absolute Deviation (MAD)	255.191
Skewness	5.7506115
Sum	6019422.9
Variance	8554198.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	309	5.4%
119	7	0.1%
162	7	0.1%
121	7	0.1%
145	7	0.1%
593	7	0.1%
180	7	0.1%
246	6	0.1%
112	5	0.1%
224	5	0.1%
Other values (3878)	4482	77.7%
(Missing)	918	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	309	5.4%
0.42	1	< 0.1%
0.899	1	< 0.1%
1.384	1	< 0.1%
1.506	1	< 0.1%
1.539	1	< 0.1%
1.584	1	< 0.1%
1.945	1	< 0.1%
2.031	1	< 0.1%
2.2	1	< 0.1%

Value	Count	Frequency (%)
37985	1	< 0.1%
35407	1	< 0.1%
34271	1	< 0.1%
33669	1	< 0.1%
32952	1	< 0.1%
30975	1	< 0.1%
30938	1	< 0.1%
29504	1	< 0.1%
29166	1	< 0.1%
27633	1	< 0.1%

ceql
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	4785
Distinct (%)	98.5%
Missing	909
Missing (%)	15.8%
Infinite	0
Infinite (%)	0.0%
Mean	13133.283

Minimum	-13244
Maximum	424791
Zeros	0
Zeros (%)	0.0%
Negative	182
Negative (%)	3.2%
Memory size	45.2 KiB

Quantile statistics

Minimum	-13244
5-th percentile	187.0476
Q1	1955.957
median	4995.85
Q3	11724.797
95-th percentile	51662.85
Maximum	424791
Range	438035
Interquartile range (IQR)	9768.84

Descriptive statistics

Standard deviation	28367.252
Coefficient of variation (CV)	2.1599514
Kurtosis	41.736409
Mean	13133.283
Median Absolute Deviation (MAD)	3681.3425
Skewness	5.6140678
Sum	63801487
Variance	8.0470099 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11829	2	< 0.1%
6070	2	< 0.1%
4752	2	< 0.1%
1145	2	< 0.1%
-60	2	< 0.1%
-102	2	< 0.1%
1454	2	< 0.1%
7336	2	< 0.1%
8380	2	< 0.1%
1045.5	2	< 0.1%
Other values (4775)	4838	83.9%
(Missing)	909	15.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13244	1	< 0.1%
-12688	1	< 0.1%
-12629	1	< 0.1%
-12459	1	< 0.1%
-12086	1	< 0.1%
-11926	1	< 0.1%
-11577	1	< 0.1%
-9660	1	< 0.1%
-8617	1	< 0.1%
-8446	1	< 0.1%

Value	Count	Frequency (%)
424791	1	< 0.1%
348703	1	< 0.1%
348296	1	< 0.1%
283001	1	< 0.1%
255550	1	< 0.1%
244823	1	< 0.1%
242999	1	< 0.1%
241620	1	< 0.1%
241409	1	< 0.1%
240170	1	< 0.1%

csho
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	4641
Distinct (%)	96.4%
Missing	954
Missing (%)	16.5%
Infinite	0
Infinite (%)	0.0%
Mean	597.31446

Minimum	0.001
Maximum	29058.361
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0.001
5-th percentile	47.3654
Q1	129.954
median	281
Q3	561
95-th percentile	2098.8932
Maximum	29058.361
Range	29058.36
Interquartile range (IQR)	431.046

Descriptive statistics

Standard deviation	1161.9103
Coefficient of variation (CV)	1.9452238
Kurtosis	98.837772
Mean	597.31446
Median Absolute Deviation (MAD)	174
Skewness	7.1858145
Sum	2874874.5
Variance	1350035.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
325.811	9	0.2%
242.6	7	0.1%
0.001	5	0.1%
333	4	0.1%
321	4	0.1%
533	3	0.1%
280	3	0.1%
147	3	0.1%
504	3	0.1%
967	3	0.1%
Other values (4631)	4769	82.7%
(Missing)	954	16.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001	5	0.1%
0.271	2	< 0.1%
0.843	1	< 0.1%
1.011	1	< 0.1%
1.013	1	< 0.1%
1.015	1	< 0.1%
1.698	1	< 0.1%
2.782	1	< 0.1%
2.81	1	< 0.1%
3.578	1	< 0.1%

Value	Count	Frequency (%)
29058.361	1	< 0.1%
10778.264	1	< 0.1%
10615.376	1	< 0.1%
10591.808	1	< 0.1%
10573.017	1	< 0.1%
10535.938	1	< 0.1%
10516.542	1	< 0.1%
10405.625	1	< 0.1%
10380.265	1	< 0.1%
10287.302	1	< 0.1%

dltt
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4422
Distinct (%)	77.3%
Missing	47
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	12190.84

Minimum	0
Maximum	359180
Zeros	283
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.18525
Q1	1270.5793
median	3925.25
Q3	9773.75
95-th percentile	37949
Maximum	359180
Range	359180
Interquartile range (IQR)	8503.1707

Descriptive statistics

Standard deviation	31786.695
Coefficient of variation (CV)	2.6074245
Kurtosis	37.874606
Mean	12190.84
Median Absolute Deviation (MAD)	3182.1335
Skewness	5.7859898
Sum	69731605
Variance	1.010394 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	283	4.9%
250	13	0.2%
500	8	0.1%
150	7	0.1%
3669	5	0.1%
2106.8	4	0.1%
5199	4	0.1%
499	4	0.1%
45	4	0.1%
1516	4	0.1%
Other values (4412)	5384	93.4%
(Missing)	47	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	283	4.9%
0.018	1	< 0.1%
0.022	1	< 0.1%
0.038	1	< 0.1%
0.193	1	< 0.1%
0.349	2	< 0.1%
0.457	1	< 0.1%
0.485	1	< 0.1%
0.509	1	< 0.1%
0.648	2	< 0.1%

Value	Count	Frequency (%)
359180	2	< 0.1%
324782	1	< 0.1%
309710	2	< 0.1%
279618	1	< 0.1%
274873	1	< 0.1%
274850	2	< 0.1%
271245	2	< 0.1%
268676	2	< 0.1%
268522	2	< 0.1%
266303	1	< 0.1%

dt
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	3959
Distinct (%)	91.3%
Missing	1433
Missing (%)	24.8%
Infinite	0
Infinite (%)	0.0%
Mean	9866.0364

Minimum	0
Maximum	426314
Zeros	237
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1033.7673
median	3395.356
Q3	8691.365
95-th percentile	32392
Maximum	426314
Range	426314
Interquartile range (IQR)	7657.5977

Descriptive statistics

Standard deviation	26541.057
Coefficient of variation (CV)	2.6901438
Kurtosis	82.503456
Mean	9866.0364
Median Absolute Deviation (MAD)	2840.5
Skewness	8.0090617
Sum	42759402
Variance	7.044277 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	237	4.1%
250	9	0.2%
500	5	0.1%
150	5	0.1%
799	3	0.1%
827	3	0.1%
35	3	0.1%
1199	3	0.1%
12825	3	0.1%
6838	3	0.1%
Other values (3949)	4060	70.4%
(Missing)	1433	24.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	237	4.1%
0.009	1	< 0.1%
0.033	1	< 0.1%
0.056	1	< 0.1%
0.2	1	< 0.1%
0.274	1	< 0.1%
0.338	1	< 0.1%
0.349	1	< 0.1%
0.509	1	< 0.1%
0.525	1	< 0.1%

Value	Count	Frequency (%)
426314	1	< 0.1%
398523	1	< 0.1%
381183	1	< 0.1%
362000	1	< 0.1%
344435	1	< 0.1%
333248	1	< 0.1%
323505	1	< 0.1%
273058	1	< 0.1%
272565	1	< 0.1%
259374	1	< 0.1%

emp
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2853
Distinct (%)	50.2%
Missing	80
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	48.41872

Minimum	0.052
Maximum	2300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0.052
5-th percentile	0.76
Q1	6.3
median	16
Q3	48.2
95-th percentile	223.715
Maximum	2300
Range	2299.948
Interquartile range (IQR)	41.9

Descriptive statistics

Standard deviation	120.63033
Coefficient of variation (CV)	2.4913986
Kurtosis	199.596
Mean	48.41872
Median Absolute Deviation (MAD)	13.1
Skewness	11.86538
Sum	275357.26
Variance	14551.676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	28	0.5%
10	25	0.4%
14	24	0.4%
30	23	0.4%
50	21	0.4%
13	20	0.3%
34	19	0.3%
25	19	0.3%
24	19	0.3%
22	19	0.3%
Other values (2843)	5470	94.9%
(Missing)	80	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.052	1	< 0.1%
0.068	1	< 0.1%
0.079	2	< 0.1%
0.083	2	< 0.1%
0.097	2	< 0.1%
0.114	1	< 0.1%
0.116	2	< 0.1%
0.125	2	< 0.1%
0.132	2	< 0.1%
0.14	3	0.1%

Value	Count	Frequency (%)
2300	3	0.1%
2200	6	0.1%
2100	2	< 0.1%
798	1	< 0.1%
647.5	1	< 0.1%
566	1	< 0.1%
539	1	< 0.1%
537	1	< 0.1%
523	1	< 0.1%
505	1	< 0.1%

lct
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3906
Distinct (%)	94.0%
Missing	1611
Missing (%)	27.9%
Infinite	0
Infinite (%)	0.0%
Mean	6488.9805

Minimum	13.203
Maximum	116866
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	13.203
5-th percentile	238.433
Q1	950.7265
median	2511.05
Q3	6386.475
95-th percentile	27588
Maximum	116866
Range	116852.8
Interquartile range (IQR)	5435.7485

Descriptive statistics

Standard deviation	11456.573
Coefficient of variation (CV)	1.7655428
Kurtosis	20.262074
Mean	6488.9805
Median Absolute Deviation (MAD)	1891.315
Skewness	3.9873915
Sum	26968203
Variance	1.3125306 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5374	4	0.1%
2467	3	0.1%
1501	3	0.1%
6570	3	0.1%
2265	3	0.1%
11971	3	0.1%
11593	3	0.1%
12708	3	0.1%
3485	3	0.1%
15014	3	0.1%
Other values (3896)	4125	71.5%
(Missing)	1611	27.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.203	1	< 0.1%
14.741	1	< 0.1%
15.129	1	< 0.1%
17.024	1	< 0.1%
18.188	1	< 0.1%
19.219	1	< 0.1%
19.5	1	< 0.1%
20.01	1	< 0.1%
23.46	1	< 0.1%
26.07	1	< 0.1%

Value	Count	Frequency (%)
116866	1	< 0.1%
105718	1	< 0.1%
100814	1	< 0.1%
98132	1	< 0.1%
97312	1	< 0.1%
95569	1	< 0.1%
94600	1	< 0.1%
90281	1	< 0.1%
87812	1	< 0.1%
85181	1	< 0.1%

lt
Real number (ℝ)

Distinct	4808
Distinct (%)	84.0%
Missing	42
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	69601.654

Minimum	15.985
Maximum	2426049
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	15.985
5-th percentile	643.026
Q1	3723.338
median	11054.5
Q3	35312
95-th percentile	264313
Maximum	2426049
Range	2426033
Interquartile range (IQR)	31588.662

Descriptive statistics

Standard deviation	238771.5
Coefficient of variation (CV)	3.4305435
Kurtosis	47.825838
Mean	69601.654
Median Absolute Deviation (MAD)	9071.232
Skewness	6.567469
Sum	3.9846947 × 10⁸
Variance	5.7011831 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10063	3	0.1%
28302	3	0.1%
15761	3	0.1%
9619.033	2	< 0.1%
4653.373	2	< 0.1%
3509.5	2	< 0.1%
3780.3	2	< 0.1%
3909.9	2	< 0.1%
4583	2	< 0.1%
4964.3	2	< 0.1%
Other values (4798)	5702	98.9%
(Missing)	42	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.985	1	< 0.1%
16.171	1	< 0.1%
17.024	1	< 0.1%
21.023	1	< 0.1%
21.944	1	< 0.1%
28.868	1	< 0.1%
29	1	< 0.1%
30.99	1	< 0.1%
31.548	1	< 0.1%
34.708	1	< 0.1%

Value	Count	Frequency (%)
2426049	2	< 0.1%
2366017	2	< 0.1%
2341061	2	< 0.1%
2277907	2	< 0.1%
2236782	2	< 0.1%
2204511	2	< 0.1%
2169269	2	< 0.1%
2155072	2	< 0.1%
2104125	2	< 0.1%
2089182	2	< 0.1%

ni
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	4477
Distinct (%)	92.2%
Missing	910
Missing (%)	15.8%
Infinite	0
Infinite (%)	0.0%
Mean	1920.1609

Minimum	-23119
Maximum	81417
Zeros	0
Zeros (%)	0.0%
Negative	342
Negative (%)	5.9%
Memory size	45.2 KiB

Quantile statistics

Minimum	-23119
5-th percentile	-97.7168
Q1	286.198
median	704.422
Q3	1889
95-th percentile	8169.8
Maximum	81417
Range	104536
Interquartile range (IQR)	1602.802

Descriptive statistics

Standard deviation	4385.3296
Coefficient of variation (CV)	2.2838344
Kurtosis	59.008623
Mean	1920.1609
Median Absolute Deviation (MAD)	544.295
Skewness	5.8889373
Sum	9326221.7
Variance	19231116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
753	4	0.1%
263	4	0.1%
477	4	0.1%
591	4	0.1%
1979	4	0.1%
858	4	0.1%
828	3	0.1%
1134	3	0.1%
242	3	0.1%
817	3	0.1%
Other values (4467)	4821	83.6%
(Missing)	910	15.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23119	1	< 0.1%
-22355	1	< 0.1%
-14454	1	< 0.1%
-12650	1	< 0.1%
-12236	1	< 0.1%
-10192	1	< 0.1%
-10137	1	< 0.1%
-7829	1	< 0.1%
-7642	1	< 0.1%
-6917.9	1	< 0.1%

Value	Count	Frequency (%)
81417	1	< 0.1%
59531	1	< 0.1%
55256	1	< 0.1%
53394	1	< 0.1%
48351	1	< 0.1%
45687	1	< 0.1%
44940	1	< 0.1%
44880	1	< 0.1%
41733	1	< 0.1%
41060	1	< 0.1%

ppegt
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	4349
Distinct (%)	86.8%
Missing	756
Missing (%)	13.1%
Infinite	0
Infinite (%)	0.0%
Mean	14807.02

Minimum	0
Maximum	493335
Zeros	223
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0
5-th percentile	21.9465
Q1	905.5015
median	3087.017
Q3	13230.754
95-th percentile	57440.5
Maximum	493335
Range	493335
Interquartile range (IQR)	12325.253

Descriptive statistics

Standard deviation	36633.894
Coefficient of variation (CV)	2.4740895
Kurtosis	58.257556
Mean	14807.02
Median Absolute Deviation (MAD)	2788.591
Skewness	6.619015
Sum	74197979
Variance	1.3420422 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	223	3.9%
2500	6	0.1%
2000	6	0.1%
1733	5	0.1%
3081	4	0.1%
119	4	0.1%
866	4	0.1%
1054	4	0.1%
2400	4	0.1%
919	4	0.1%
Other values (4339)	4747	82.3%
(Missing)	756	13.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	223	3.9%
0.827	1	< 0.1%
0.849	1	< 0.1%
0.909	1	< 0.1%
1.259	1	< 0.1%
2.313	1	< 0.1%
2.348	1	< 0.1%
2.6	1	< 0.1%
3.585	1	< 0.1%
5.251	1	< 0.1%

Value	Count	Frequency (%)
493335	1	< 0.1%
477190	1	< 0.1%
477185	1	< 0.1%
453915	1	< 0.1%
447337	1	< 0.1%
446789	1	< 0.1%
434517	1	< 0.1%
409314	1	< 0.1%
393995	1	< 0.1%
373938	1	< 0.1%

pstkl
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	390
Distinct (%)	8.0%
Missing	917
Missing (%)	15.9%
Infinite	0
Infinite (%)	0.0%
Mean	317.7737

Minimum	0
Maximum	49148
Zeros	4147
Zeros (%)	71.9%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1041.85
Maximum	49148
Range	49148
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2022.1028
Coefficient of variation (CV)	6.3633424
Kurtosis	154.19309
Mean	317.7737
Median Absolute Deviation (MAD)	0
Skewness	11.024392
Sum	1541202.4
Variance	4088899.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4147	71.9%
200	15	0.3%
325	11	0.2%
0.3	10	0.2%
30.4	10	0.2%
39.847	10	0.2%
142	10	0.2%
575	9	0.2%
2100	8	0.1%
258	8	0.1%
Other values (380)	612	10.6%
(Missing)	917	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4147	71.9%
0.015	3	0.1%
0.057	4	0.1%
0.058	2	< 0.1%
0.061	1	< 0.1%
0.069	1	< 0.1%
0.07	1	< 0.1%
0.236	1	< 0.1%
0.3	10	0.2%
0.551	1	< 0.1%

Value	Count	Frequency (%)
49148	1	< 0.1%
26993	1	< 0.1%
26068	4	0.1%
25969.47	1	< 0.1%
25659.47	1	< 0.1%
25220	1	< 0.1%
23819.47	1	< 0.1%
23401	1	< 0.1%
23359.47	1	< 0.1%
22326	1	< 0.1%

seq
Real number (ℝ)

Distinct	4787
Distinct (%)	83.4%
Missing	28
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	15613.757

Minimum	-13244
Maximum	424791
Zeros	0
Zeros (%)	0.0%
Negative	178
Negative (%)	3.1%
Memory size	45.2 KiB

Quantile statistics

Minimum	-13244
5-th percentile	286.2702
Q1	2194.914
median	5783.113
Q3	13579
95-th percentile	61595.9
Maximum	424791
Range	438035
Interquartile range (IQR)	11384.086

Descriptive statistics

Standard deviation	34426.536
Coefficient of variation (CV)	2.2048848
Kurtosis	34.030519
Mean	15613.757
Median Absolute Deviation (MAD)	4267.813
Skewness	5.2714837
Sum	89607353
Variance	1.1851864 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10381	4	0.1%
5793	4	0.1%
20673	4	0.1%
2162	3	0.1%
15023	3	0.1%
7336	3	0.1%
6070	3	0.1%
5055	3	0.1%
11390	3	0.1%
7217	3	0.1%
Other values (4777)	5706	98.9%
(Missing)	28	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13244	1	< 0.1%
-12688	1	< 0.1%
-12629	1	< 0.1%
-12459	1	< 0.1%
-12086	1	< 0.1%
-11785	1	< 0.1%
-11577	1	< 0.1%
-9660	1	< 0.1%
-8617	1	< 0.1%
-8446	1	< 0.1%

Value	Count	Frequency (%)
424791	2	< 0.1%
348703	2	< 0.1%
348296	2	< 0.1%
283001	2	< 0.1%
267146	2	< 0.1%
266840	2	< 0.1%
265325	2	< 0.1%
264810	2	< 0.1%
261330	2	< 0.1%
256515	2	< 0.1%

xad
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1524
Distinct (%)	70.5%
Missing	3605
Missing (%)	62.5%
Infinite	0
Infinite (%)	0.0%
Mean	571.4789

Minimum	0
Maximum	11000
Zeros	7
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4.205
Q1	37.2
median	153
Q3	522.61975
95-th percentile	2799.9
Maximum	11000
Range	11000
Interquartile range (IQR)	485.41975

Descriptive statistics

Standard deviation	1115.1669
Coefficient of variation (CV)	1.9513701
Kurtosis	20.370478
Mean	571.4789
Median Absolute Deviation (MAD)	140.2
Skewness	3.9220123
Sum	1235537.4
Variance	1243597.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2600	10	0.2%
2500	10	0.2%
1200	10	0.2%
1600	9	0.2%
30	8	0.1%
2400	8	0.1%
98	8	0.1%
11	7	0.1%
1000	7	0.1%
1100	7	0.1%
Other values (1514)	2078	36.0%
(Missing)	3605	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	0.1%
0.1	1	< 0.1%
0.2	1	< 0.1%
0.3	2	< 0.1%
0.4	2	< 0.1%
0.5	2	< 0.1%
0.6	1	< 0.1%
0.8	1	< 0.1%
1	1	< 0.1%
1.1	3	0.1%

Value	Count	Frequency (%)
11000	1	< 0.1%
9729	1	< 0.1%
9345	1	< 0.1%
9315	1	< 0.1%
9236	1	< 0.1%
8576	1	< 0.1%
8290	1	< 0.1%
8200	1	< 0.1%
7617	1	< 0.1%
7243	1	< 0.1%

xrd
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	1919
Distinct (%)	67.8%
Missing	2938
Missing (%)	50.9%
Infinite	0
Infinite (%)	0.0%
Mean	888.34346

Minimum	0
Maximum	35931
Zeros	651
Zeros (%)	11.3%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	16.476
median	148.258
Q3	651
95-th percentile	5151
Maximum	35931
Range	35931
Interquartile range (IQR)	634.524

Descriptive statistics

Standard deviation	2250.3446
Coefficient of variation (CV)	2.5331921
Kurtosis	49.796168
Mean	888.34346
Median Absolute Deviation (MAD)	148.258
Skewness	5.7194273
Sum	2513123.7
Variance	5064050.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	651	11.3%
1200	5	0.1%
24	5	0.1%
376	5	0.1%
96	5	0.1%
56	5	0.1%
647	4	0.1%
1300	4	0.1%
93	4	0.1%
33	4	0.1%
Other values (1909)	2137	37.1%
(Missing)	2938	50.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	651	11.3%
0.153	1	< 0.1%
1.109	1	< 0.1%
1.582	1	< 0.1%
1.632	1	< 0.1%
2.146	1	< 0.1%
3.198	1	< 0.1%
3.3	1	< 0.1%
3.955	1	< 0.1%
4.325	1	< 0.1%

Value	Count	Frequency (%)
35931	1	< 0.1%
28837	1	< 0.1%
26018	1	< 0.1%
22620	1	< 0.1%
21419	1	< 0.1%
16876	1	< 0.1%
16625	1	< 0.1%
16217	1	< 0.1%
16085	1	< 0.1%
14726	1	< 0.1%

cik
Real number (ℝ)

Distinct	498
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	763585.01

Minimum	1800
Maximum	1932393
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	1800
5-th percentile	16918
Q1	93483
median	882095
Q3	1121788
95-th percentile	1601046
Maximum	1932393
Range	1930593
Interquartile range (IQR)	1028305

Descriptive statistics

Standard deviation	534566.69
Coefficient of variation (CV)	0.70007489
Kurtosis	-1.1950413
Mean	763585.01
Median Absolute Deviation (MAD)	407395
Skewness	-0.12138091
Sum	4.4035948 × 10⁹
Variance	2.8576155 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
731766	20	0.3%
35527	20	0.3%
49196	20	0.3%
93751	20	0.3%
1393311	20	0.3%
1099219	20	0.3%
766704	20	0.3%
896159	20	0.3%
49071	20	0.3%
320335	20	0.3%
Other values (488)	5567	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1800	10	0.2%
2488	10	0.2%
2969	10	0.2%
4127	10	0.2%
4281	8	0.1%
4447	10	0.2%
4904	10	0.2%
4962	20	0.3%
4977	20	0.3%
5272	20	0.3%

Value	Count	Frequency (%)
1932393	1	< 0.1%
1841666	10	0.2%
1821825	2	< 0.1%
1792044	10	0.2%
1783180	5	0.1%
1781335	5	0.1%
1757898	10	0.2%
1755672	6	0.1%
1754301	6	0.1%
1751788	5	0.1%

costat
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	45.2 KiB

A	5767

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5767
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	5767	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	5767	100.0%

Most occurring characters

Value	Count	Frequency (%)
A	5767	100.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5767	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	5767	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5767	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	5767	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5767	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	5767	100.0%

mkvalt
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	4478
Distinct (%)	88.2%
Missing	689
Missing (%)	11.9%
Infinite	0
Infinite (%)	0.0%
Mean	37144.279

Minimum	62.8917
Maximum	1073390.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	62.8917
5-th percentile	3346.6943
Q1	8459.8793
median	15922.04
Q3	33569.9
95-th percentile	157511.87
Maximum	1073390.5
Range	1073327.6
Interquartile range (IQR)	25110.021

Descriptive statistics

Standard deviation	69968.522
Coefficient of variation (CV)	1.8836958
Kurtosis	55.204443
Mean	37144.279
Median Absolute Deviation (MAD)	9335.5166
Skewness	6.0304569
Sum	1.8861865 × 10⁸
Variance	4.8955941 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36812.696	3	0.1%
44701.4704	2	< 0.1%
18240.9567	2	< 0.1%
300680.13	2	< 0.1%
194498.15	2	< 0.1%
159533.44	2	< 0.1%
111613.25	2	< 0.1%
108653.76	2	< 0.1%
13570.7011	2	< 0.1%
13822.4011	2	< 0.1%
Other values (4468)	5057	87.7%
(Missing)	689	11.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
62.8917	1	< 0.1%
117.3438	1	< 0.1%
149.1244	1	< 0.1%
160.8317	1	< 0.1%
188.0294	1	< 0.1%
207.0527	1	< 0.1%
266.5571	1	< 0.1%
267.0598	1	< 0.1%
506.2756	1	< 0.1%
509.7578	1	< 0.1%

Value	Count	Frequency (%)
1073390.54	1	< 0.1%
1023856.28	1	< 0.1%
995151.5669	1	< 0.1%
921138.3192	1	< 0.1%
920224.32	1	< 0.1%
790050.0981	1	< 0.1%
757028.97	1	< 0.1%
737467.27	1	< 0.1%
729439.0252	1	< 0.1%
723558.7085	1	< 0.1%

gsector
Real number (ℝ)

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.915554

Minimum	10
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	10
5-th percentile	15
Q1	25
median	40
Q3	45
95-th percentile	60
Maximum	60
Range	50
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.506822
Coefficient of variation (CV)	0.37607167
Kurtosis	-0.7420933
Mean	35.915554
Median Absolute Deviation (MAD)	10
Skewness	0.004581157
Sum	207125
Variance	182.43425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
40	1334	23.1%
20	727	12.6%
35	674	11.7%
45	622	10.8%
25	529	9.2%
60	509	8.8%
30	363	6.3%
55	290	5.0%
15	282	4.9%
10	226	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	226	3.9%
15	282	4.9%
20	727	12.6%
25	529	9.2%
30	363	6.3%
35	674	11.7%
40	1334	23.1%
45	622	10.8%
50	211	3.7%
55	290	5.0%

Value	Count	Frequency (%)
60	509	8.8%
55	290	5.0%
50	211	3.7%
45	622	10.8%
40	1334	23.1%
35	674	11.7%
30	363	6.3%
25	529	9.2%
20	727	12.6%
15	282	4.9%

naics
Real number (ℝ)

Distinct	206
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	407659.07

Minimum	42
Maximum	999977
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.2 KiB

Quantile statistics

Minimum	42
5-th percentile	2211
Q1	331110
median	482111
Q3	524113
95-th percentile	561450
Maximum	999977
Range	999935
Interquartile range (IQR)	193003

Descriptive statistics

Standard deviation	173038.13
Coefficient of variation (CV)	0.42446775
Kurtosis	0.95624148
Mean	407659.07
Median Absolute Deviation (MAD)	59401
Skewness	-0.74744093
Sum	2.3509699 × 10⁹
Variance	2.9942194 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
522110	376	6.5%
531120	263	4.6%
524126	220	3.8%
334413	168	2.9%
531110	166	2.9%
22111	140	2.4%
523940	130	2.3%
524114	120	2.1%
2211	120	2.1%
325412	110	1.9%
Other values (196)	3954	68.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	10	0.2%
111	6	0.1%
315	19	0.3%
321	10	0.2%
325	10	0.2%
423	10	0.2%
621	10	0.2%
2111	100	1.7%
2211	120	2.1%
3113	10	0.2%

Value	Count	Frequency (%)
999977	30	0.5%
812331	10	0.2%
722513	40	0.7%
722511	20	0.3%
721120	30	0.5%
721110	20	0.3%
713210	6	0.1%
711320	10	0.2%
622110	20	0.3%
621511	20	0.3%

ipodate
Categorical

HIGH CARDINALITY MISSING

Distinct	204
Distinct (%)	8.0%
Missing	3232
Missing (%)	56.0%
Memory size	45.2 KiB

1/1/87	40
7/2/07	30
3/24/93	20
3/1/94	20
12/20/95	20
Other values (199)	2405

Length

Max length	8
Median length	7
Mean length	6.97357
Min length	6

Characters and Unicode

Total characters	17678
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1/1/87
2nd row	1/1/87
3rd row	1/1/87
4th row	1/1/87
5th row	1/1/87

Common Values

Value	Count	Frequency (%)
1/1/87	40	0.7%
7/2/07	30	0.5%
3/24/93	20	0.3%
3/1/94	20	0.3%
12/20/95	20	0.3%
11/16/95	20	0.3%
10/2/95	20	0.3%
9/13/95	20	0.3%
6/20/95	20	0.3%
11/15/94	20	0.3%
Other values (194)	2305	40.0%
(Missing)	3232	56.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1/1/87	40	1.6%
7/2/07	30	1.2%
12/13/01	20	0.8%
11/16/05	20	0.8%
10/29/04	20	0.8%
3/23/04	20	0.8%
8/12/04	20	0.8%
5/25/06	20	0.8%
11/5/04	20	0.8%
2/5/04	20	0.8%
Other values (194)	2305	90.9%

Most occurring characters

Value	Count	Frequency (%)
/	5070	28.7%
1	2785	15.8%
2	1882	10.6%
9	1837	10.4%
0	1341	7.6%
3	947	5.4%
6	836	4.7%
4	785	4.4%
5	783	4.4%
8	721	4.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12608	71.3%
Other Punctuation	5070	28.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	2785	22.1%
2	1882	14.9%
9	1837	14.6%
0	1341	10.6%
3	947	7.5%
6	836	6.6%
4	785	6.2%
5	783	6.2%
8	721	5.7%
7	691	5.5%

Other Punctuation

Value	Count	Frequency (%)
/	5070	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	17678	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
/	5070	28.7%
1	2785	15.8%
2	1882	10.6%
9	1837	10.4%
0	1341	7.6%
3	947	5.4%
6	836	4.7%
4	785	4.4%
5	783	4.4%
8	721	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17678	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
/	5070	28.7%
1	2785	15.8%
2	1882	10.6%
9	1837	10.4%
0	1341	7.6%
3	947	5.4%
6	836	4.7%
4	785	4.4%
5	783	4.4%
8	721	4.1%

size_category
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	0.1%
Missing	689
Missing (%)	11.9%
Memory size	45.2 KiB

Big	3080
Medium	1487
Huge	421
Tiny	90

Length

Max length	6
Median length	3
Mean length	3.9791256
Min length	3

Characters and Unicode

Total characters	20206
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medium
2nd row	Tiny
3rd row	Tiny
4th row	Medium
5th row	Big

Common Values

Value	Count	Frequency (%)
Big	3080	53.4%
Medium	1487	25.8%
Huge	421	7.3%
Tiny	90	1.6%
(Missing)	689	11.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
big	3080	60.7%
medium	1487	29.3%
huge	421	8.3%
tiny	90	1.8%

Most occurring characters

Value	Count	Frequency (%)
i	4657	23.0%
g	3501	17.3%
B	3080	15.2%
e	1908	9.4%
u	1908	9.4%
M	1487	7.4%
d	1487	7.4%
m	1487	7.4%
H	421	2.1%
T	90	0.4%
Other values (2)	180	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15128	74.9%
Uppercase Letter	5078	25.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	4657	30.8%
g	3501	23.1%
e	1908	12.6%
u	1908	12.6%
d	1487	9.8%
m	1487	9.8%
n	90	0.6%
y	90	0.6%

Uppercase Letter

Value	Count	Frequency (%)
B	3080	60.7%
M	1487	29.3%
H	421	8.3%
T	90	1.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20206	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	4657	23.0%
g	3501	17.3%
B	3080	15.2%
e	1908	9.4%
u	1908	9.4%
M	1487	7.4%
d	1487	7.4%
m	1487	7.4%
H	421	2.1%
T	90	0.4%
Other values (2)	180	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20206	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	4657	23.0%
g	3501	17.3%
B	3080	15.2%
e	1908	9.4%
u	1908	9.4%
M	1487	7.4%
d	1487	7.4%
m	1487	7.4%
H	421	2.1%
T	90	0.4%
Other values (2)	180	0.9%

Auto

Heatmap
Table

	Unnamed: 0	gvkey	fyear	fyr	act	at	bkvlps	capx	ceql	csho	dltt	dt	emp	lct	lt	ni	ppegt	pstkl	seq	xad	xrd	cik	mkvalt	gsector	naics	indfmt	size_category
Unnamed: 0	1.000	1.000	0.016	0.088	-0.258	-0.293	-0.054	-0.297	-0.281	-0.335	-0.283	-0.252	-0.332	-0.295	-0.289	-0.283	-0.380	-0.064	-0.269	-0.311	-0.226	0.656	-0.264	0.127	0.247	0.118	0.164
gvkey	1.000	1.000	0.014	0.088	-0.258	-0.293	-0.055	-0.298	-0.281	-0.335	-0.284	-0.252	-0.333	-0.296	-0.289	-0.284	-0.380	-0.064	-0.269	-0.312	-0.226	0.656	-0.265	0.127	0.247	0.082	0.142
fyear	0.016	0.014	1.000	0.058	0.128	0.148	0.129	0.098	0.118	0.052	0.204	0.222	0.066	0.162	0.148	0.142	0.105	0.014	0.123	0.103	0.074	0.025	0.293	0.002	0.001	0.000	0.174
fyr	0.088	0.088	0.058	1.000	-0.053	0.166	0.174	-0.023	0.080	-0.028	0.189	0.133	-0.150	0.005	0.179	-0.022	-0.004	0.144	0.113	-0.064	-0.000	0.029	0.002	0.068	0.144	0.179	0.076
act	-0.258	-0.258	0.128	-0.053	1.000	0.829	0.196	0.613	0.712	0.739	0.593	0.645	0.645	0.905	0.793	0.707	0.567	0.060	0.717	0.654	0.525	-0.159	0.761	-0.002	-0.070	0.104	0.363
at	-0.293	-0.293	0.148	0.166	0.829	1.000	0.396	0.567	0.869	0.748	0.814	0.840	0.515	0.903	0.978	0.695	0.648	0.301	0.881	0.621	0.401	-0.181	0.714	0.086	0.057	0.199	0.238
bkvlps	-0.054	-0.055	0.129	0.174	0.196	0.396	1.000	0.103	0.561	-0.107	0.219	0.186	0.040	0.196	0.313	0.233	0.227	0.166	0.561	0.098	0.003	-0.006	0.175	0.035	-0.013	1.000	1.000
capx	-0.297	-0.298	0.098	-0.023	0.613	0.567	0.103	1.000	0.507	0.552	0.577	0.596	0.562	0.716	0.551	0.479	0.954	-0.048	0.502	0.617	0.438	-0.107	0.580	-0.215	-0.377	1.000	0.257
ceql	-0.281	-0.281	0.118	0.080	0.712	0.869	0.561	0.507	1.000	0.706	0.656	0.626	0.441	0.708	0.763	0.663	0.659	0.261	0.999	0.543	0.424	-0.152	0.707	0.080	-0.076	1.000	0.374
csho	-0.335	-0.335	0.052	-0.028	0.739	0.748	-0.107	0.552	0.706	1.000	0.659	0.651	0.547	0.742	0.701	0.637	0.661	0.174	0.705	0.617	0.493	-0.209	0.732	0.050	-0.098	1.000	0.327
dltt	-0.283	-0.284	0.204	0.189	0.593	0.814	0.219	0.577	0.656	0.659	1.000	0.997	0.476	0.712	0.836	0.558	0.684	0.261	0.676	0.565	0.205	-0.149	0.666	0.076	-0.008	0.126	0.257
dt	-0.252	-0.252	0.222	0.133	0.645	0.840	0.186	0.596	0.626	0.651	0.997	1.000	0.514	0.738	0.880	0.554	0.768	0.170	0.626	0.573	0.215	-0.137	0.676	-0.036	-0.005	1.000	0.200
emp	-0.332	-0.333	0.066	-0.150	0.645	0.515	0.040	0.562	0.441	0.547	0.476	0.514	1.000	0.669	0.529	0.584	0.615	-0.035	0.435	0.643	0.286	-0.223	0.580	-0.316	-0.074	0.009	0.221
lct	-0.295	-0.296	0.162	0.005	0.905	0.903	0.196	0.716	0.708	0.742	0.712	0.738	0.669	1.000	0.911	0.693	0.672	0.106	0.712	0.710	0.431	-0.158	0.755	0.025	-0.039	0.157	0.347
lt	-0.289	-0.289	0.148	0.179	0.793	0.978	0.313	0.551	0.763	0.701	0.836	0.880	0.529	0.911	1.000	0.654	0.640	0.291	0.783	0.606	0.351	-0.187	0.664	0.065	0.075	0.208	0.225
ni	-0.283	-0.284	0.142	-0.022	0.707	0.695	0.233	0.479	0.663	0.637	0.558	0.554	0.584	0.693	0.654	1.000	0.548	0.106	0.661	0.618	0.373	-0.197	0.786	-0.044	-0.037	1.000	0.397
ppegt	-0.380	-0.380	0.105	-0.004	0.567	0.648	0.227	0.954	0.659	0.661	0.684	0.768	0.615	0.672	0.640	0.548	1.000	0.202	0.552	0.669	0.307	-0.179	0.598	-0.226	-0.387	0.074	0.241
pstkl	-0.064	-0.064	0.014	0.144	0.060	0.301	0.166	-0.048	0.261	0.174	0.261	0.170	-0.035	0.106	0.291	0.106	0.202	1.000	0.280	0.115	-0.126	-0.055	0.115	0.309	0.115	1.000	0.144
seq	-0.269	-0.269	0.123	0.113	0.717	0.881	0.561	0.502	0.999	0.705	0.676	0.626	0.435	0.712	0.783	0.661	0.552	0.280	1.000	0.540	0.418	-0.154	0.709	0.101	0.000	0.124	0.374
xad	-0.311	-0.312	0.103	-0.064	0.654	0.621	0.098	0.617	0.543	0.617	0.565	0.573	0.643	0.710	0.606	0.618	0.669	0.115	0.540	1.000	0.324	-0.229	0.682	0.009	-0.133	1.000	0.343
xrd	-0.226	-0.226	0.074	-0.000	0.525	0.401	0.003	0.438	0.424	0.493	0.205	0.215	0.286	0.431	0.351	0.373	0.307	-0.126	0.418	0.324	1.000	-0.141	0.494	0.048	-0.343	1.000	0.324
cik	0.656	0.656	0.025	0.029	-0.159	-0.181	-0.006	-0.107	-0.152	-0.209	-0.149	-0.137	-0.223	-0.158	-0.187	-0.197	-0.179	-0.055	-0.154	-0.229	-0.141	1.000	-0.167	0.073	0.107	0.069	0.151
mkvalt	-0.264	-0.265	0.293	0.002	0.761	0.714	0.175	0.580	0.707	0.732	0.666	0.676	0.580	0.755	0.664	0.786	0.598	0.115	0.709	0.682	0.494	-0.167	1.000	-0.034	-0.052	0.031	0.548
gsector	0.127	0.127	0.002	0.068	-0.002	0.086	0.035	-0.215	0.080	0.050	0.076	-0.036	-0.316	0.025	0.065	-0.044	-0.226	0.309	0.101	0.009	0.048	0.073	-0.034	1.000	0.359	0.561	0.153
naics	0.247	0.247	0.001	0.144	-0.070	0.057	-0.013	-0.377	-0.076	-0.098	-0.008	-0.005	-0.074	-0.039	0.075	-0.037	-0.387	0.115	0.000	-0.133	-0.343	0.107	-0.052	0.359	1.000	0.468	0.135
indfmt	0.118	0.082	0.000	0.179	0.104	0.199	1.000	1.000	1.000	1.000	0.126	1.000	0.009	0.157	0.208	1.000	0.074	1.000	0.124	1.000	1.000	0.069	0.031	0.561	0.468	1.000	0.032
size_category	0.164	0.142	0.174	0.076	0.363	0.238	1.000	0.257	0.374	0.327	0.257	0.200	0.221	0.347	0.225	0.397	0.241	0.144	0.374	0.343	0.324	0.151	0.548	0.153	0.135	0.032	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Unnamed: 0	gvkey	datadate	fyear	indfmt	consol	popsrc	datafmt	tic	cusip	conm	curcd	fyr	act	at	bkvlps	capx	ceql	csho	dltt	dt	emp	lct	lt	ni	ppegt	seq	xad	xrd	cik	costat	mkvalt	gsector	naics	ipodate	size_category
0	0	1045	12/31/10	2010.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	6838.0	25088.0	-11.8309	1962.0	-3945.0	333.450	9253.0	11136.0	78.25	8780.0	29033.0	-471.0	26717.0	-3945.0	165.0	NaN	6201	A	2597.5755	20	481111	NaN	Medium
1	1	1045	12/31/11	2011.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	6757.0	23848.0	-21.2099	1610.0	-7111.0	335.268	6702.0	8220.0	80.10	8630.0	30959.0	-1979.0	24854.0	-7111.0	186.0	NaN	6201	A	117.3438	20	481111	NaN	Tiny
2	2	1045	12/31/12	2012.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	7072.0	23510.0	-23.8210	1888.0	-7987.0	335.292	7116.0	8535.0	77.75	9304.0	31497.0	-1876.0	24233.0	-7987.0	153.0	NaN	6201	A	266.5571	20	481111	NaN	Tiny
3	3	1045	12/31/13	2013.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	14323.0	42278.0	-10.4608	3114.0	-2731.0	261.069	15353.0	16799.0	110.40	13806.0	45009.0	-1834.0	30392.0	-2731.0	166.0	NaN	6201	A	6591.9923	20	481111	NaN	Medium
4	4	1045	12/31/14	2014.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	12112.0	43771.0	2.8976	5311.0	2021.0	697.475	16196.0	17904.0	113.30	13435.0	41750.0	2882.0	35343.0	2021.0	100.0	NaN	6201	A	37405.5843	20	481111	NaN	Big
5	5	1045	12/31/15	2015.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	9985.0	48415.0	9.0215	6151.0	5635.0	624.622	18330.0	20561.0	118.50	13605.0	42780.0	7610.0	40654.0	5635.0	110.0	NaN	6201	A	26452.7417	20	481111	NaN	Big
6	6	1045	12/31/16	2016.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	10324.0	51274.0	7.4612	5731.0	3785.0	507.294	22489.0	24344.0	122.30	13872.0	47489.0	2676.0	45353.0	3785.0	116.0	NaN	6201	A	23685.5569	20	481111	NaN	Big
7	7	1045	12/31/17	2017.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	9146.0	51396.0	8.2564	5971.0	3926.0	475.508	22511.0	25065.0	126.60	14964.0	47470.0	1919.0	49802.0	3926.0	135.0	NaN	6201	A	24740.6812	20	481111	NaN	Big
8	8	1045	12/31/18	2018.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	8637.0	60580.0	-0.3669	3745.0	-169.0	460.611	29081.0	34029.0	128.90	18096.0	60749.0	1412.0	60692.0	-169.0	128.0	NaN	6201	A	14790.2192	20	481111	NaN	Big
9	9	1045	12/31/19	2019.0	INDL	C	D	STD	AAL	02376R102	AMERICAN AIRLINES GROUP INC	USD	12.0	8206.0	59995.0	-0.2756	4268.0	-118.0	428.203	28875.0	33444.0	133.70	18311.0	60113.0	1686.0	62391.0	-118.0	129.0	NaN	6201	A	12280.8620	20	481111	NaN	Big

	Unnamed: 0	gvkey	datadate	fyear	indfmt	consol	popsrc	datafmt	tic	cusip	conm	curcd	fyr	act	at	bkvlps	capx	ceql	csho	dltt	dt	emp	lct	lt	ni	ppegt	seq	xad	xrd	cik	costat	mkvalt	gsector	naics	ipodate	size_category
5757	5757	294524	12/31/19	2019.0	INDL	C	D	STD	LYB	N53745100	LYONDELLBASELL INDUSTRIES NV	USD	12.0	9510.0	30435.0	24.1216	2694.0	8044.0	333.477	12830.0	13106.0	19.1	5198.0	22256.0	3390.0	22728.0	8044.0	NaN	111.0	1489393	A	31506.9070	15	325220	NaN	Big
5758	5758	316056	12/31/11	2011.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	961.7	2036.2	NaN	25.5	1413.8	NaN	3.5	4.9	NaN	374.5	600.4	218.1	558.0	1413.8	NaN	38.9	1579241	A	NaN	20	332510	NaN	NaN
5759	5759	316056	12/31/12	2012.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	909.9	1983.8	NaN	19.6	1343.2	NaN	2.8	3.7	7.6	382.7	617.6	219.6	586.8	1343.2	NaN	38.2	1579241	A	NaN	20	332510	NaN	NaN
5760	5760	316056	12/31/13	2013.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	923.2	1979.9	-0.9039	20.2	-86.8	96.029	1272.0	1302.0	8.0	490.5	2035.6	31.0	569.2	-86.8	NaN	39.6	1579241	A	4243.5215	20	332510	NaN	Medium
5761	5761	316056	12/31/14	2014.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	973.8	2015.9	-0.0501	51.5	-4.8	95.831	1215.0	1215.0	8.5	531.3	1997.4	175.2	586.8	-4.8	NaN	43.3	1579241	A	5314.7873	20	332510	NaN	Medium
5762	5762	316056	12/31/15	2015.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	735.1	2285.3	0.2667	35.2	25.6	95.991	1479.8	1479.8	9.4	447.1	2255.6	153.9	616.5	25.6	NaN	45.2	1579241	A	6327.7267	20	332510	NaN	Medium
5763	5763	316056	12/31/16	2016.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	829.3	2247.4	1.1892	42.5	113.3	95.274	1415.6	1463.8	9.4	429.6	2131.0	229.1	640.4	113.3	NaN	47.3	1579241	A	6097.5360	20	332510	NaN	Medium
5764	5764	316056	12/31/17	2017.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	1032.7	2542.0	4.2246	49.3	401.6	95.062	1442.3	1477.3	10.0	460.8	2136.5	273.3	707.9	401.6	NaN	48.3	1579241	A	7563.1327	20	332510	NaN	Medium
5765	5765	316056	12/31/18	2018.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	931.6	2810.2	6.8789	49.1	651.0	94.637	1409.5	1444.8	11.0	520.8	2156.2	434.9	748.8	651.0	NaN	54.4	1579241	A	7543.5153	20	332510	NaN	Medium
5766	5766	316056	12/31/19	2019.0	INDL	C	D	STD	ALLE	G0176J109	ALLEGION PLC	USD	12.0	1001.8	2967.2	8.1683	65.6	757.4	92.724	1483.2	1509.1	11.0	507.0	2206.8	401.8	867.4	757.4	NaN	54.7	1579241	A	11547.8470	20	332510	NaN	Big

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block